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2	2
3	3	It is a Jupyter widget intended for the visualization of brain signals represented as time series.
4	4
	5	+
5	5	== Inputs ==
6	6
7		-Time series can be given as inputs in two forms:
	8	+It supports time series inputs of two types:
8	8
9	9	* TVB TimeSeries datatype
10	10	* Numpy arrays
11	11
12		-This widget supports 2D, 3D, and 4D arrays. In all three cases, there is a fixed shape that the TimeSeries widget expects:
	13	+The widget supports 2-, 3-, and 4-dimensional arrays. In all three cases, there is a fixed shape that the TimeSeries widget expects:
13	13
14	14	* for **2D**: (no_timepoints, no_channels)
15	15	* for **3D**: (no_timepoints, state_variable/mode, no_channels)
16	16	* for **4D**: (no_timepoints, state_variable, no_channels, mode)
17	17
18		-~* Note that the TVB TimeSeries datatype is always 4D and already has the expected shape.
	19	+~* Note that the TVB TimeSeries datatype is always is always 4D and already has the expected shape.
19	19
	21	+
20	20	== Requirements and installation ==
21	21
22		-Before installing the tvb-widgets library containing the TimeSeries widget, the following python libraries and Jupyter extensions should be installed:
	24	+Before installing the tvb-widgets library containing the TimeSeries widget, the following python libraries and  Jupyter Notebook extensions should be installed:
23	23
24	24	* **Libraries:**
25		-** [[mne>>https://mne.tools/0.24/install/index.html]] version 0.24
26	26	** [[ipympl>>https://github.com/matplotlib/ipympl#installation]]
27	27	* (((
28	28	**Extensions:**
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42	42	pip install tvb-widgets
43	43	)))
44	44
	46	+
45	45	== API usage ==
46	46
47	47	First, the correct matplotlib backend must be set, which enables the interaction with the TimeSeries widget, by running the following command:
...	...	@@ -51,7 +51,7 @@
51	51	%matplotlib widget
52	52	)))
53	53
54		- Then, the **TimeSeriesWidget** (from the tvb-widgets API) and the **//display//** function should be imported:
	56	+ Then, the TimeSeries widget (from the tvb-widgets API) and the display function should be imported:
55	55
56	56	(% class="box" %)
57	57	(((
...	...	@@ -71,7 +71,7 @@
71	71
72	72	(% class="box" %)
73	73	(((
74		-display(tsw)
	76	+display(tsw.get_widget())
75	75	)))
76	76
77	77	{{html}}